{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sliding window causal discovery with `TIGRAMITE`\n",
    "\n",
    "TIGRAMITE is a time series analysis python module. It allows to reconstruct graphical models (conditional independence graphs) from discrete or continuously-valued time series based on the PCMCI framework and create high-quality plots of the results.\n",
    "\n",
    "The following Nature Review Earth and Environment paper provides an overview of causal inference for time series in general: https://github.com/jakobrunge/tigramite/blob/master/tutorials/Runge_Causal_Inference_for_Time_Series_NREE.pdf\n",
    "\n",
    "This tutorial explains the function ``PCMCI.run_sliding_window_of`` which is a convenience function that allows to run all PCMCI causal discovery methods on sliding windows across a multivariate time series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline     \n",
    "## use `%matplotlib notebook` for interactive figures\n",
    "# plt.style.use('ggplot')\n",
    "\n",
    "import tigramite\n",
    "from tigramite import data_processing as pp\n",
    "from tigramite.toymodels import structural_causal_processes as toys\n",
    "from tigramite import plotting as tp\n",
    "from tigramite.pcmci import PCMCI\n",
    "from tigramite.independence_tests.parcorr import ParCorr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup\n",
    "\n",
    "PCMCI and its variants allow to reconstruct time series graphs from multivariate time series data. An important underlying assumption is *causal stationarity*, i.e., that the conditional independence relations are stationary over time and, hence, the presence and absence of causal links is stationary. Sometimes, one may know that causal relations are only stationary in specific time periods, for example, we may observe different causal relations in summer and winter. This case can be addressed by the masking functionality which is discussed in the corresponding tutorial.\n",
    "\n",
    "In the sliding window analyis implemented in ``run_sliding_window_of``, on the other hand, we conduct the causal graph estimation separately on a sequence of time windows which is *sled* over the time series. That is, given a ``method``, ``window_step`` $s$ and ``window_length`` $w$, we run the method (e.g., PCMCIplus) sequentially on the samples in each time window $\\{\\mathbf{X}_t\\}_{t=s\\cdot i}^{s\\cdot i+w-1}$ for $i=0, 1, \\ldots$.\n",
    "\n",
    "In the following we discuss two potential use cases."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use case I: Time-varying causal dynamics\n",
    "\n",
    "In this case we assume that the underlying stochastic process $\\mathbf{X}_t=(X^1_t,\\ldots,X^N_t)$ has a *time-varying causal structure*. This may affect the functional dependencies, causal parents, and noise distributions. Hence, we assume the following structural causal model (SCM):\n",
    "\n",
    "\\begin{align} \\label{eq:causal_model}\n",
    "X^j_t &= f^j_t\\left(\\mathcal{P}_t(X^j_t),\\,\\eta^j_t\\right)\\quad \\eta^j_t\\sim \\mathcal{D}_t\n",
    "\\end{align}\n",
    "\n",
    "where $f^j_t$ is some arbitrary function with non-trivial dependencies on its arguments $\\mathcal{P}_t(X^j_t)$ and $\\eta^j_t$. The latter represents mutually ($i\\neq j$) and serially ($t'\\neq t$) independent dynamical noise following some distribution $\\mathcal{D}_t$. Different from before, all three, $f^j_t$,  $\\mathcal{P}_t(X^j_t)$, and $\\mathcal{D}_t$ may be *time-dependent* here.\n",
    "\n",
    "Of course, if this time-dependence is not restricted in some way, then causal relations cannot be identified. In the following example, we consider a *slowly* varying change governed by a slow confounder $U$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "N = 4\n",
    "T = 10000\n",
    "data = np.random.randn(T, N)\n",
    "datatime = np.arange(T)\n",
    "\n",
    "# Simple unobserved confounder U that smoothly changes causal relations\n",
    "U = np.cos(np.arange(T)*0.0005) #+ 0.1*np.random.randn(T)\n",
    "c = 0.8\n",
    "for t in range(1, T):\n",
    "    if U[t] >= 0:\n",
    "        data[t, 0] += 0.4*data[t-1, 0] \n",
    "        data[t, 1] += 0.5*data[t-1, 1] + 0.4*U[t]*data[t-1, 0]\n",
    "        data[t, 2] += 0.6*data[t-1, 2] + data[t, 0] \n",
    "    else:\n",
    "        data[t, 2] += 0.6*data[t-1, 2]         \n",
    "        data[t, 0] += 0.4*data[t-1, 0] + 0.4*data[t, 2]\n",
    "        data[t, 1] += 0.5*data[t-1, 1] + 0.4*U[t]*data[t-1, 0]\n",
    "    data[t, 3] = U[t]\n",
    "\n",
    "# Initialize dataframe object, specify variable names\n",
    "var_names = [r'$X^{%d}$' % j for j in range(N-1) ] + [r'$U$']\n",
    "dataframe_plot = pp.DataFrame(data, var_names=var_names)\n",
    "tp.plot_timeseries(dataframe_plot); plt.show()\n",
    "\n",
    "# For the analysis we use only the observed data\n",
    "dataframe = pp.DataFrame(data[:,:3], var_names=var_names[:-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see from the data-generating process, $U$ changes the strength and sign of the causal link from $X^0_{t-1}\\to X^1_t$ and, in addition, the causal direction of the contemporaneous link between $X^0_t$ and $X^2_t$. We assume that we do *not* know the unobserved confounder $U$ and construct the dataframe only from $X^0, X^1, X^2$.\n",
    "\n",
    "We now run ``run_sliding_window_of`` with ``method='run_pcmciplus'``, ``window_step=10000`` and ``window_length=10000``. Additional arguments to ``'run_pcmciplus'`` are passed using ``method_args``. Of course, the windows may also be chosen to be overlapping."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "window_step=1000\n",
    "window_length=1000\n",
    "method='run_pcmciplus'\n",
    "method_args={'tau_min':0, 'tau_max':2, 'pc_alpha':0.01}\n",
    "conf_lev = 0.95\n",
    "cond_ind_test = ParCorr(significance='analytic')\n",
    "\n",
    "# Init\n",
    "pcmci = PCMCI(\n",
    "    dataframe=dataframe, \n",
    "    cond_ind_test=cond_ind_test,\n",
    "    verbosity=0)\n",
    "# Run\n",
    "results = pcmci.run_sliding_window_of(method=method, \n",
    "                                    method_args=method_args, \n",
    "                                    window_step=window_step,\n",
    "                                    window_length=window_length,\n",
    "                                    conf_lev = conf_lev)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "``run_sliding_window_of`` returns a dictionary with entries `'summary_results'` and `'window_results'`. The first one is discussed for the second use case. ``results['window_results']`` now contains the same result entries as the results of a standard PCMCIplus analysis, but each one is a list of results for every sliding window. In the following we focus on the ``graph`` and ``val_matrix`` and visualize them aligned with the time series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "graphs = results['window_results']['graph']\n",
    "val_matrices = results['window_results']['val_matrix']\n",
    "n_windows = len(graphs)\n",
    "\n",
    "mosaic = [['data %s' %j for i in range(n_windows)] for j in range(N)]\n",
    "for n in range(N):\n",
    "    mosaic.append(['graph %s' %i for i in range(n_windows)])\n",
    "# print(mosaic)\n",
    "fig, axs = plt.subplot_mosaic(mosaic = mosaic, figsize=(20, 10))\n",
    "\n",
    "for j in range(N):\n",
    "    ax = axs['data %s' %j]\n",
    "    ax.axhline(0., color='grey')\n",
    "    if j ==3:\n",
    "        ax.fill_between(x=datatime, y1=-1, y2=1, where=datatime <= window_length, color='grey', alpha=0.3)\n",
    "    \n",
    "    if j == 3: color = 'black'\n",
    "    else: color = 'blue'\n",
    "    ax.plot(datatime, data[:,j], color=color)\n",
    "#     axs['data %s' %j].axis('off') # xaxis.set_ticklabels([])\n",
    "    for loc, spine in ax.spines.items():\n",
    "        if loc != 'left':\n",
    "            spine.set_color(\"none\")\n",
    "    \n",
    "    ax.xaxis.set_ticks([])   \n",
    "    ax.set_xlim(0., T)\n",
    "    ax.set_ylabel(var_names[j])\n",
    "\n",
    "for w in range(n_windows):\n",
    "    if w == 0: show_colorbar=True\n",
    "    else: show_colorbar = False\n",
    "    tp.plot_graph(graphs[w], val_matrix=val_matrices[w], show_colorbar=show_colorbar,\n",
    "                  fig_ax=(fig, axs['graph %s' %w]))\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, here there are 9 sliding windows (the length is indicated as the grey bar in the $U$-time series. As expected, over time the strength and sign of the causal link from $X^0_{t-1}\\to X^1_t$ and, in addition, the causal direction of the contemporaneous link between $X^0_t$ and $X^2_t$ change.\n",
    "\n",
    "We can also extract the link strength value of the link from $X^0_{t-1}\\to X^1_t$ from ``val_matrices``:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Link Strength')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(4, 2))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.plot(list(range(n_windows)), val_matrices[:, 0, 1, 1])\n",
    "ax.axhline(color='black')\n",
    "ax.set_xlabel(\"Sliding window\")\n",
    "ax.set_ylabel(\"Link Strength\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use case II: Stationary causal relations with a slowly varying confounder\n",
    "\n",
    "In this case we assume that the `SCM` among $\\mathbf{X}_t=(X^1_t,\\ldots,X^N_t)$ among the $X^i$ is stationary over time, i.e., $f^j$,  $\\mathcal{P}(X^j_t)$, and $\\mathcal{D}$ are *not* time dependent, but that there is an added external, slowly-varying confounder. (Of course, the true SCM includes this confounder). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(42)\n",
    "N = 4\n",
    "T = 10000\n",
    "data = np.random.randn(T, N)\n",
    "datatime = np.arange(T)\n",
    "# Simple unobserved confounder U that smoothly induces a non-stationarity\n",
    "U = np.cos(np.arange(T)*0.0005) #+ 0.1*np.random.randn(T)\n",
    "c = 1.\n",
    "for t in range(1, T):\n",
    "    data[t, 2] += 0.6*data[t-1, 2] + c*U[t]\n",
    "    data[t, 0] += 0.4*data[t-1, 0] + 0.4*data[t, 2] + c*U[t]\n",
    "    data[t, 1] += 0.5*data[t-1, 1] + 0.1*data[t-1, 0] + c*U[t]\n",
    "    data[t, 3] = U[t]\n",
    "\n",
    "# Initialize dataframe object, specify variable names\n",
    "var_names = [r'$X^{%d}$' % j for j in range(N-1) ] + [r'$U$']\n",
    "dataframe_plot = pp.DataFrame(data, var_names=var_names)\n",
    "tp.plot_timeseries(dataframe_plot); plt.show()\n",
    "\n",
    "# For the analysis we use only the observed data\n",
    "dataframe = pp.DataFrame(data[:,:3], var_names=var_names[:-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We run the analysis both on the whole time series and in sliding windows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "window_step=1000\n",
    "window_length=1000\n",
    "method='run_pcmciplus'\n",
    "method_args={'tau_min':0, 'tau_max':1, 'pc_alpha':0.01}\n",
    "conf_lev = 0.95\n",
    "cond_ind_test = ParCorr(significance='analytic')\n",
    "\n",
    "# Init\n",
    "pcmci = PCMCI(\n",
    "    dataframe=dataframe, \n",
    "    cond_ind_test=cond_ind_test,\n",
    "    verbosity=0)\n",
    "# Run\n",
    "results = pcmci.run_sliding_window_of(method=method, \n",
    "                                    method_args=method_args, \n",
    "                                    window_step=window_step,\n",
    "                                    window_length=window_length,\n",
    "                                    conf_lev = conf_lev)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The strong unobserved confounding induces a trend in all variables that makes them dependent. Hence, if we analyze the whole time frame, we get an almost fully connected graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# results_alldata = pcmci.run_pcmciplus(**method_args)\n",
    "# tp.plot_graph(graph=results_alldata['graph'], val_matrix=results_alldata['val_matrix']); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On the other hand, in each sliding window the unobserved confounder can be assumed constant and, hence, does not lead to a confounding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "graphs = results['window_results']['graph']\n",
    "val_matrices = results['window_results']['val_matrix']\n",
    "n_windows = len(graphs)\n",
    "\n",
    "mosaic = [['data %s' %j for i in range(n_windows)] for j in range(N)]\n",
    "for n in range(N):\n",
    "    mosaic.append(['graph %s' %i for i in range(n_windows)])\n",
    "# print(mosaic)\n",
    "fig, axs = plt.subplot_mosaic(mosaic = mosaic, figsize=(20, 10))\n",
    "\n",
    "for j in range(N):\n",
    "    ax = axs['data %s' %j]\n",
    "    ax.axhline(0., color='grey')\n",
    "    if j ==3:\n",
    "        ax.fill_between(x=datatime, y1=-1, y2=1, where=datatime <= window_length, color='grey', alpha=0.3)\n",
    "    \n",
    "    if j == 3: color = 'black'\n",
    "    else: color = 'blue'\n",
    "    ax.plot(datatime, data[:,j], color=color)\n",
    "#     axs['data %s' %j].axis('off') # xaxis.set_ticklabels([])\n",
    "    for loc, spine in ax.spines.items():\n",
    "        if loc != 'left':\n",
    "            spine.set_color(\"none\")\n",
    "    \n",
    "    ax.xaxis.set_ticks([])   \n",
    "    ax.set_xlim(0., T)\n",
    "    ax.set_ylabel(var_names[j])\n",
    "\n",
    "for w in range(n_windows):\n",
    "    if w == 0: show_colorbar=True\n",
    "    else: show_colorbar = False\n",
    "    tp.plot_graph(graphs[w], val_matrix=val_matrices[w], show_colorbar=show_colorbar,\n",
    "                  fig_ax=(fig, axs['graph %s' %w]))\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now the graph is rather stationary over time. With this assumption of an effectively stationary SCM, we may also consider summary statistics in ``'summary_results'``. ``'most_frequent_links'`` contains a graph where each entry contains the link that occurs most frequently among the sliding windows, including the absence of a link ``\"\"``. ``'link_frequency'`` contains the fraction of sliding windows where that link occurs. Finally, ``'val_matrix_mean'`` contains the averaged test statistic values over all time windows. These three features can be visualized using ``plot_graph``.\n",
    "\n",
    "__Note:__ The test statistic values (e.g., partial correlation) may give a qualitative intuition of the `strength` of a dependency, but for a proper causal effect analysis please refer to the ``CausalEffects`` class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "most_frequent_links\n",
      "[[['' '-->']\n",
      "  ['' '-->']\n",
      "  ['<--' '']]\n",
      "\n",
      " [['' '']\n",
      "  ['' '-->']\n",
      "  ['' '']]\n",
      "\n",
      " [['-->' '']\n",
      "  ['' '']\n",
      "  ['' '-->']]]\n",
      "link_frequency\n",
      "[[[1. 1.]\n",
      "  [1. 1.]\n",
      "  [1. 1.]]\n",
      "\n",
      " [[1. 1.]\n",
      "  [1. 1.]\n",
      "  [1. 1.]]\n",
      "\n",
      " [[1. 1.]\n",
      "  [1. 1.]\n",
      "  [1. 1.]]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tp.plot_graph(graph=results['summary_results']['most_frequent_links'], \n",
    "              val_matrix=results['summary_results']['val_matrix_mean'],\n",
    "             link_width=results['summary_results']['link_frequency'])\n",
    "print('most_frequent_links')\n",
    "print(results['summary_results']['most_frequent_links'].squeeze())\n",
    "print('link_frequency')\n",
    "print(results['summary_results']['link_frequency'].squeeze())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the link from $X^0 \\to X^1$ is weak and, hence, only detected in a smaller fraction of the windows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tigenv",
   "language": "python",
   "name": "tigenv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
